Panji Ihsanudin Fajri | BogorXplore: What It Is, How to Find Destinations, and How Recommendations Work | Blog
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BogorXplore: What It Is, How to Find Destinations, and How Recommendations Work

BogorXplore helps users search Bogor tourism destinations, view details, open maps, plan routes, and discover similar places through recommendations.

What Is BogorXplore?

BogorXplore is a tourism discovery website for exploring destinations in Bogor. It helps users find places based on interests, categories, location details, and destination similarity.

Instead of only showing a static list, BogorXplore gives users a more guided flow: search, open details, view maps, plan routes, and check recommended destinations.

The website is useful for visitors who want to compare tourism options before deciding where to go.

You can open the product here: BogorXplore .

How to Find Destinations

Users can start from the destination catalog, then search based on a place name, activity, or tourism interest. The system is designed to make exploration easier even when users do not know the exact destination name.

After finding a place, users can open the destination detail page to read information, see its location, and continue with map or route planning.

BogorXplore also supports similar-place recommendations, so users can discover alternatives when one destination feels interesting but they want more options.

  • Open the BogorXplore destination catalog.
  • Search by destination name, category, or travel interest.
  • Open a destination detail page to review the place.
  • Use the map to understand the location.
  • Check route planning before visiting.
  • Use recommendations to find similar destinations.

How Recommendations Work

BogorXplore uses text-based recommendation logic to compare tourism destinations. Destination descriptions are processed so the system can understand important terms and similarity between places.

N-Gram and TF-IDF help compare destination descriptions, while IndoBERT supports semantic search so users can search with more natural language.

The result is a recommendation flow that can suggest related destinations, not only destinations with the exact same keywords.

  • N-Gram reads context from word combinations.
  • TF-IDF gives weight to important terms in destination descriptions.
  • Cosine similarity compares how close one destination is to another.
  • IndoBERT helps understand Indonesian-language search intent.
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